Papers

12094 papers

ICLR2024

Rethinking Channel Dimensions to Isolate Outliers for Low-bit Weight Quantization of Large Language Models

Summary pending...

large language modelsquantizationmodel compression
ICLR2024

DecompOpt: Controllable and Decomposed Diffusion Models for Structure-based Molecular Optimization

Summary pending...

Structure-based drug designmolecule optimizationdiffusion models
ICLR2024

Faithful Explanations of Black-box NLP Models Using LLM-generated Counterfactuals

Summary pending...

NLPLLMsInterpretability
ICLR2024

Separating common from salient patterns with Contrastive Representation Learning

Summary pending...

Contrastive LearningMutual InformationContrastive Analysis
ICLR2024

Self-Supervised Contrastive Learning for Long-term Forecasting

Summary pending...

Contrastive learningtime-series representationlong-term forecasting
ICLR2024

Discovering Failure Modes of Text-guided Diffusion Models via Adversarial Search

Summary pending...

Text-guided diffusion modelsRobustnessAdversarial examiner
ICLR2024

A Semantic Invariant Robust Watermark for Large Language Models

Summary pending...

Watermark algorithmsLarge Language ModelsRobustness
ICLR2024

Fast Equilibrium of SGD in Generic Situations

Summary pending...

optimizationfast mixingfast equilibrium
ICLR2024

Spoken Question Answering and Speech Continuation Using Spectrogram-Powered LLM

Summary pending...

Speech ContinuationSpoken Question Answering
ICLR2024

DAFA: Distance-Aware Fair Adversarial Training

Summary pending...

adversarial robustnessrobust fairnessadversarial examples
ICLR2024

Statistical Rejection Sampling Improves Preference Optimization

Summary pending...

large language modelpreference optimizationlanguage model alignment
ICLR2024

AffineQuant: Affine Transformation Quantization for Large Language Models

Summary pending...

post-training quantizationlarge language modelAffine Transformation
ICLR2024

On the generalization capacity of neural networks during generic multimodal reasoning

Summary pending...

compositional generalizationcompositionalityrepresentation learning
ICLR2024

Encoding Unitig-level Assembly Graphs with Heterophilous Constraints for Metagenomic Contigs Binning

Summary pending...

Metagenomics BinningComputational GenomicsGraph Neural Networks
ICLR2024

Conformal Risk Control

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conformal predictionuncertainty quantification
ICLR2024

Transport meets Variational Inference: Controlled Monte Carlo Diffusions

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SDEsDiffusion ModelsOptimal Transport
ICLR2024

SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation

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Source-free domain adaptationData augmentation
ICLR2024

Beyond task performance: evaluating and reducing the flaws of large multimodal models with in-context-learning

Summary pending...

large multimodal modelsin-context-learningevaluation
ICLR2024

RetroBridge: Modeling Retrosynthesis with Markov Bridges

Summary pending...

RetrosynthesisReactionsChemistry
ICLR2024

Video Decomposition Prior: Editing Videos Layer by Layer

Summary pending...

Video decompositionTest-time optimization techniqueVideo Relighting